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    PACKETCLIP: multi-modal embedding of network traffic and language for cybersecurity reasoning by Ryozo Masukawa, Sanggeon Yun, Sungheon Jeong, Wenjun Huang, Yang Ni, Ian Bryant, Nathaniel D. Bastian, Mohsen Imani

    Published 2025-07-01

    Traffic classification is vital for cybersecurity, yet encrypted traffic poses significant challenges. We introduce PACKETCLIP which is a multi-modal framework combining packet data with natural language semantics through contrastive pre-training and hierarchical Graph Neural Network (GNN) reasoning...

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